Overview
Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 179 |
| Missing cells | 774 |
| Missing cells (%) | 20.6% |
| Duplicate rows | 12 |
| Duplicate rows (%) | 6.7% |
| Total size in memory | 55.9 KiB |
| Average record size in memory | 320.0 B |
Variable types
| Categorical | 7 |
|---|---|
| DateTime | 1 |
| Numeric | 12 |
| Boolean | 1 |
Dataset
| Description | Quality-verified clinical data for JHB_EZIN_025 |
|---|---|
| Creator | HEAT Research Programme |
| Author | RP2 Clinical Data Team |
| URL | https://github.com/Logic06183/RP2_dataoverview |
Variable descriptions
| study_source | Study identifier |
|---|---|
| Age (at enrolment) | Patient age at study enrollment |
| Sex | Biological sex |
| Race | Racial/ethnic group |
| enrollment_date | Date of study enrollment |
| visit_date | Date of clinic visit |
| primary_date | Primary reference date |
| study_arm | Study treatment arm |
| study_visit | Study visit number |
| Antiretroviral Therapy Status | Current ART status |
| BMI (kg/m²) | Body Mass Index |
| weight_kg | Body weight in kilograms |
| height_m | Height in meters |
| Waist circumference (cm) | Waist circumference in centimeters |
| hip_circumference_cm | Hip circumference in centimeters |
| waist_hip_ratio | Waist-to-hip ratio |
| systolic_bp_mmHg | Systolic blood pressure |
| diastolic_bp_mmHg | Diastolic blood pressure |
| heart_rate_bpm | Heart rate in beats per minute |
| Respiratory rate (breaths/min) | Respiratory rate |
| Oxygen saturation (%) | Oxygen saturation |
| body_temperature_celsius | Body temperature in Celsius |
| CD4 cell count (cells/µL) | CD4+ T lymphocyte count |
| HIV viral load (copies/mL) | HIV RNA copies per mL |
| cd4_percent | CD4+ percentage |
| cd8_count_cells_uL | CD8+ T lymphocyte count |
| cd4_cd8_ratio | CD4/CD8 ratio |
| Hematocrit (%) | Hematocrit |
| hemoglobin_g_dL | Hemoglobin concentration |
| White blood cell count (×10³/µL) | Total WBC count |
| Red blood cell count (×10⁶/µL) | Total RBC count |
| Platelet count (×10³/µL) | Platelet count |
| MCV (MEAN CELL VOLUME) | Mean corpuscular volume |
| mch_pg | Mean corpuscular hemoglobin |
| mchc_g_dL | Mean corpuscular hemoglobin concentration |
| RDW | Red cell distribution width |
| Lymphocyte count (×10⁹/L) | Lymphocyte absolute count |
| Neutrophil count (×10⁹/L) | Neutrophil absolute count |
| Monocyte count (×10⁹/L) | Monocyte absolute count |
| Eosinophil count (×10⁹/L) | Eosinophil absolute count |
| Basophil count (×10⁹/L) | Basophil absolute count |
| lymphocyte_percent | Lymphocyte percentage |
| neutrophil_percent | Neutrophil percentage |
| monocyte_percent | Monocyte percentage |
| eosinophil_percent | Eosinophil percentage |
| basophil_percent | Basophil percentage |
| ALT (U/L) | Alanine aminotransferase |
| AST (U/L) | Aspartate aminotransferase |
| Alkaline phosphatase (U/L) | Alkaline phosphatase |
| Total bilirubin (mg/dL) | Total bilirubin |
| direct_bilirubin_mg_dL | Direct bilirubin |
| indirect_bilirubin_mg_dL | Indirect bilirubin |
| Albumin (g/dL) | Serum albumin |
| Total protein (g/dL) | Total serum protein |
| ggt_u_L | Gamma-glutamyl transferase |
| creatinine_umol_L | Serum creatinine (µmol/L) |
| creatinine_mg_dL | Serum creatinine (mg/dL) |
| creatinine clearance | Estimated creatinine clearance |
| bun_mg_dL | Blood urea nitrogen |
| urea_mmol_L | Serum urea |
| egfr_ml_min | Estimated glomerular filtration rate |
| Sodium (mEq/L) | Serum sodium |
| Potassium (mEq/L) | Serum potassium |
| chloride_mEq_L | Serum chloride |
| bicarbonate_mEq_L | Serum bicarbonate |
| calcium_mg_dL | Serum calcium |
| magnesium_mg_dL | Serum magnesium |
| phosphate_mg_dL | Serum phosphate |
| total_cholesterol_mg_dL | Total cholesterol |
| hdl_cholesterol_mg_dL | HDL cholesterol |
| ldl_cholesterol_mg_dL | LDL cholesterol |
| Triglycerides (mg/dL) | Triglycerides |
| vldl_cholesterol_mg_dL | VLDL cholesterol |
| cholesterol_hdl_ratio | Total cholesterol/HDL ratio |
| fasting_glucose_mmol_L | Fasting blood glucose (mmol/L) |
| glucose_mg_dL | Blood glucose (mg/dL) |
| hba1c_percent | Glycated hemoglobin |
| insulin_uIU_mL | Serum insulin |
| lactate_mmol_L | Blood lactate |
| crp_mg_L | C-reactive protein |
| esr_mm_hr | Erythrocyte sedimentation rate |
| pt_seconds | Prothrombin time |
| inr | International normalized ratio |
| aptt_seconds | Activated partial thromboplastin time |
| uric_acid_mg_dL | Serum uric acid |
| ldh_u_L | Lactate dehydrogenase |
| ck_u_L | Creatine kinase |
| amylase_u_L | Serum amylase |
| lipase_u_L | Serum lipase |
| climate_daily_mean_temp | Daily mean temperature |
| climate_daily_max_temp | Daily maximum temperature |
| climate_daily_min_temp | Daily minimum temperature |
| climate_temp_anomaly | Temperature anomaly from baseline |
| climate_heat_day_p90 | Heat day indicator (>90th percentile) |
| climate_heat_day_p95 | Heat day indicator (>95th percentile) |
| climate_heat_stress_index | Heat stress index |
| climate_humidity | Relative humidity |
| climate_precipitation | Precipitation |
| climate_season | Season |
| cd4_correction_applied | Quality flag: CD4 corrections applied |
| final_comprehensive_fix_applied | Quality flag: Comprehensive corrections applied |
| waist_circ_unit_correction_applied | Quality flag: Waist circumference unit corrected |
| sa_biomarker_standards | South African biomarker reference standards applied |
study_source has constant value "JHB_EZIN_025" | Constant |
cd4_correction_applied has constant value "0.0" | Constant |
final_comprehensive_fix_applied has constant value "1.0" | Constant |
waist_circ_unit_correction_applied has constant value "False" | Constant |
sa_biomarker_standards has constant value "1.0" | Constant |
climate_heat_day_p90 has constant value "0.0" | Constant |
climate_heat_day_p95 has constant value "0.0" | Constant |
| Dataset has 12 (6.7%) duplicate rows | Duplicates |
BMI (kg/m²) is highly overall correlated with weight_kg | High correlation |
climate_daily_max_temp is highly overall correlated with climate_daily_mean_temp and 4 other fields | High correlation |
climate_daily_mean_temp is highly overall correlated with climate_daily_max_temp and 3 other fields | High correlation |
climate_daily_min_temp is highly overall correlated with climate_daily_max_temp and 3 other fields | High correlation |
climate_heat_stress_index is highly overall correlated with climate_daily_max_temp and 4 other fields | High correlation |
climate_season is highly overall correlated with climate_daily_max_temp and 4 other fields | High correlation |
climate_temp_anomaly is highly overall correlated with climate_daily_max_temp and 2 other fields | High correlation |
weight_kg is highly overall correlated with BMI (kg/m²) | High correlation |
BMI (kg/m²) has 129 (72.1%) missing values | Missing |
weight_kg has 129 (72.1%) missing values | Missing |
height_m has 129 (72.1%) missing values | Missing |
heart_rate_bpm has 129 (72.1%) missing values | Missing |
Respiratory rate (breaths/min) has 129 (72.1%) missing values | Missing |
body_temperature_celsius has 129 (72.1%) missing values | Missing |
Reproduction
| Analysis started | 2025-11-25 05:10:37.598069 |
|---|---|
| Analysis finished | 2025-11-25 05:10:42.484721 |
| Duration | 4.89 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.1 KiB |
| JHB_EZIN_025 |
|---|
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 12 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | JHB_EZIN_025 |
|---|---|
| 2nd row | JHB_EZIN_025 |
| 3rd row | JHB_EZIN_025 |
| 4th row | JHB_EZIN_025 |
| 5th row | JHB_EZIN_025 |
Common Values
| Value | Count | Frequency (%) |
| JHB_EZIN_025 | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| jhb_ezin_025 | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| _ | 358 | |
| J | 179 | |
| H | 179 | |
| B | 179 | |
| E | 179 | |
| Z | 179 | |
| I | 179 | |
| N | 179 | |
| 0 | 179 | |
| 2 | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1253 | |
| Decimal Number | 537 | |
| Connector Punctuation | 358 | 16.7% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 179 | |
| H | 179 | |
| B | 179 | |
| E | 179 | |
| Z | 179 | |
| I | 179 | |
| N | 179 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 179 | |
| 2 | 179 | |
| 5 | 179 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 358 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1253 | |
| Common | 895 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| J | 179 | |
| H | 179 | |
| B | 179 | |
| E | 179 | |
| Z | 179 | |
| I | 179 | |
| N | 179 |
Common
| Value | Count | Frequency (%) |
| _ | 358 | |
| 0 | 179 | |
| 2 | 179 | |
| 5 | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2148 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| _ | 358 | |
| J | 179 | |
| H | 179 | |
| B | 179 | |
| E | 179 | |
| Z | 179 | |
| I | 179 | |
| N | 179 | |
| 0 | 179 | |
| 2 | 179 |
primary_date
Date
Primary reference date
| Distinct | 86 |
|---|---|
| Distinct (%) | 48.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.8 KiB |
| Minimum | 2020-09-08 00:00:00 |
|---|---|
| Maximum | 2021-07-29 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.533794 |
| Minimum | 17.50639 |
|---|---|
| Maximum | 44.88645 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 17.50639 |
|---|---|
| 5-th percentile | 18.452728 |
| Q1 | 20.78304 |
| median | 26.201519 |
| Q3 | 31.251109 |
| 95-th percentile | 37.077056 |
| Maximum | 44.88645 |
| Range | 27.38006 |
| Interquartile range (IQR) | 10.468069 |
Descriptive statistics
| Standard deviation | 6.2062204 |
|---|---|
| Coefficient of variation (CV) | 0.23389872 |
| Kurtosis | 0.15607854 |
| Mean | 26.533794 |
| Median Absolute Deviation (MAD) | 5.3291005 |
| Skewness | 0.61774767 |
| Sum | 1326.6897 |
| Variance | 38.517172 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18.57703725 | 1 | 0.6% |
| 38.28567281 | 1 | 0.6% |
| 18.18550568 | 1 | 0.6% |
| 33.60839609 | 1 | 0.6% |
| 21.25401829 | 1 | 0.6% |
| 28.83315306 | 1 | 0.6% |
| 25.68311617 | 1 | 0.6% |
| 22.2107438 | 1 | 0.6% |
| 32.51027432 | 1 | 0.6% |
| 31.99217133 | 1 | 0.6% |
| Other values (40) | 40 | 22.3% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 17.50638983 | 1 | |
| 18.18550568 | 1 | |
| 18.35102041 | 1 | |
| 18.57703725 | 1 | |
| 19.3452381 | 1 | |
| 19.43440083 | 1 | |
| 19.48696145 | 1 | |
| 19.82948189 | 1 | |
| 20.13045785 | 1 | |
| 20.18907226 | 1 |
| Value | Count | Frequency (%) |
| 44.88645024 | 1 | |
| 39.1015625 | 1 | |
| 38.28567281 | 1 | |
| 35.5998576 | 1 | |
| 33.60839609 | 1 | |
| 32.84149014 | 1 | |
| 32.63762972 | 1 | |
| 32.51027432 | 1 | |
| 32.12736204 | 1 | |
| 31.99217133 | 1 |
| Distinct | 47 |
|---|---|
| Distinct (%) | 94.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.736 |
| Minimum | 49.9 |
|---|---|
| Maximum | 117.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 49.9 |
|---|---|
| 5-th percentile | 50.85 |
| Q1 | 60.55 |
| median | 73.1 |
| Q3 | 84.9 |
| 95-th percentile | 107.7 |
| Maximum | 117.8 |
| Range | 67.9 |
| Interquartile range (IQR) | 24.35 |
Descriptive statistics
| Standard deviation | 17.108761 |
|---|---|
| Coefficient of variation (CV) | 0.22892262 |
| Kurtosis | -0.14569641 |
| Mean | 74.736 |
| Median Absolute Deviation (MAD) | 12.05 |
| Skewness | 0.57554181 |
| Sum | 3736.8 |
| Variance | 292.7097 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=47)
| Value | Count | Frequency (%) |
| 90 | 2 | 1.1% |
| 70.9 | 2 | 1.1% |
| 73.1 | 2 | 1.1% |
| 58.2 | 1 | 0.6% |
| 83.9 | 1 | 0.6% |
| 68.1 | 1 | 0.6% |
| 85.3 | 1 | 0.6% |
| 75.1 | 1 | 0.6% |
| 68.8 | 1 | 0.6% |
| 97.3 | 1 | 0.6% |
| Other values (37) | 37 | 20.7% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 49.9 | 1 | |
| 50 | 1 | |
| 50.4 | 1 | |
| 51.4 | 1 | |
| 53.8 | 1 | |
| 54.5 | 1 | |
| 54.6 | 1 | |
| 55 | 1 | |
| 56.2 | 1 | |
| 58.2 | 1 |
| Value | Count | Frequency (%) |
| 117.8 | 1 | |
| 112.4 | 1 | |
| 109.5 | 1 | |
| 105.5 | 1 | |
| 100.1 | 1 | |
| 97.3 | 1 | |
| 91.9 | 1 | |
| 90 | 2 | |
| 89.6 | 1 | |
| 88.4 | 1 |
| Distinct | 26 |
|---|---|
| Distinct (%) | 52.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.681 |
| Minimum | 1.52 |
|---|---|
| Maximum | 1.87 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 1.52 |
|---|---|
| 5-th percentile | 1.559 |
| Q1 | 1.62 |
| median | 1.68 |
| Q3 | 1.75 |
| 95-th percentile | 1.79 |
| Maximum | 1.87 |
| Range | 0.35 |
| Interquartile range (IQR) | 0.13 |
Descriptive statistics
| Standard deviation | 0.080311892 |
|---|---|
| Coefficient of variation (CV) | 0.047776259 |
| Kurtosis | -0.52690869 |
| Mean | 1.681 |
| Median Absolute Deviation (MAD) | 0.07 |
| Skewness | 0.19250412 |
| Sum | 84.05 |
| Variance | 0.00645 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 1.75 | 4 | 2.2% |
| 1.61 | 4 | 2.2% |
| 1.72 | 4 | 2.2% |
| 1.79 | 3 | 1.7% |
| 1.64 | 3 | 1.7% |
| 1.65 | 3 | 1.7% |
| 1.68 | 3 | 1.7% |
| 1.76 | 2 | 1.1% |
| 1.63 | 2 | 1.1% |
| 1.77 | 2 | 1.1% |
| Other values (16) | 20 | 11.2% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 1.52 | 1 | 0.6% |
| 1.55 | 2 | |
| 1.57 | 1 | 0.6% |
| 1.58 | 2 | |
| 1.59 | 1 | 0.6% |
| 1.6 | 1 | 0.6% |
| 1.61 | 4 | |
| 1.62 | 2 | |
| 1.63 | 2 | |
| 1.64 | 3 |
| Value | Count | Frequency (%) |
| 1.87 | 1 | 0.6% |
| 1.85 | 1 | 0.6% |
| 1.79 | 3 | |
| 1.78 | 1 | 0.6% |
| 1.77 | 2 | |
| 1.76 | 2 | |
| 1.75 | 4 | |
| 1.73 | 1 | 0.6% |
| 1.72 | 4 | |
| 1.71 | 1 | 0.6% |
| Distinct | 34 |
|---|---|
| Distinct (%) | 68.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78 |
| Minimum | 50 |
|---|---|
| Maximum | 110 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 55.45 |
| Q1 | 70.25 |
| median | 76 |
| Q3 | 86 |
| 95-th percentile | 102.2 |
| Maximum | 110 |
| Range | 60 |
| Interquartile range (IQR) | 15.75 |
Descriptive statistics
| Standard deviation | 13.810673 |
|---|---|
| Coefficient of variation (CV) | 0.17705991 |
| Kurtosis | -0.15961177 |
| Mean | 78 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.20889091 |
| Sum | 3900 |
| Variance | 190.73469 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 74 | 4 | 2.2% |
| 67 | 3 | 1.7% |
| 72 | 3 | 1.7% |
| 83 | 2 | 1.1% |
| 76 | 2 | 1.1% |
| 86 | 2 | 1.1% |
| 73 | 2 | 1.1% |
| 82 | 2 | 1.1% |
| 80 | 2 | 1.1% |
| 64 | 2 | 1.1% |
| Other values (24) | 26 | 14.5% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 50 | 1 | 0.6% |
| 51 | 1 | 0.6% |
| 55 | 1 | 0.6% |
| 56 | 1 | 0.6% |
| 60 | 1 | 0.6% |
| 63 | 1 | 0.6% |
| 64 | 2 | |
| 66 | 1 | 0.6% |
| 67 | 3 | |
| 70 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 110 | 1 | |
| 105 | 1 | |
| 104 | 1 | |
| 100 | 1 | |
| 99 | 1 | |
| 96 | 2 | |
| 94 | 1 | |
| 91 | 1 | |
| 89 | 1 | |
| 88 | 1 |
| Distinct | 8 |
|---|---|
| Distinct (%) | 16.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.94 |
| Minimum | 14 |
|---|---|
| Maximum | 22 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 14.9 |
| Q1 | 16 |
| median | 18 |
| Q3 | 19 |
| 95-th percentile | 21 |
| Maximum | 22 |
| Range | 8 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.8888502 |
|---|---|
| Coefficient of variation (CV) | 0.10528708 |
| Kurtosis | -0.05870419 |
| Mean | 17.94 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | -0.023727412 |
| Sum | 897 |
| Variance | 3.5677551 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 18 | 20 | 11.2% |
| 16 | 11 | 6.1% |
| 20 | 7 | 3.9% |
| 19 | 4 | 2.2% |
| 14 | 3 | 1.7% |
| 22 | 2 | 1.1% |
| 21 | 2 | 1.1% |
| 17 | 1 | 0.6% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 14 | 3 | 1.7% |
| 16 | 11 | |
| 17 | 1 | 0.6% |
| 18 | 20 | |
| 19 | 4 | 2.2% |
| 20 | 7 | 3.9% |
| 21 | 2 | 1.1% |
| 22 | 2 | 1.1% |
| Value | Count | Frequency (%) |
| 22 | 2 | 1.1% |
| 21 | 2 | 1.1% |
| 20 | 7 | 3.9% |
| 19 | 4 | 2.2% |
| 18 | 20 | |
| 17 | 1 | 0.6% |
| 16 | 11 | |
| 14 | 3 | 1.7% |
| Distinct | 17 |
|---|---|
| Distinct (%) | 34.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.488 |
| Minimum | 35.2 |
|---|---|
| Maximum | 37.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 35.2 |
|---|---|
| 5-th percentile | 35.9 |
| Q1 | 36.2 |
| median | 36.45 |
| Q3 | 36.7 |
| 95-th percentile | 37.265 |
| Maximum | 37.7 |
| Range | 2.5 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.46582821 |
|---|---|
| Coefficient of variation (CV) | 0.012766614 |
| Kurtosis | 0.904937 |
| Mean | 36.488 |
| Median Absolute Deviation (MAD) | 0.25 |
| Skewness | 0.028784237 |
| Sum | 1824.4 |
| Variance | 0.21699592 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 36.4 | 7 | 3.9% |
| 36.7 | 7 | 3.9% |
| 36.5 | 5 | 2.8% |
| 36.3 | 4 | 2.2% |
| 36 | 4 | 2.2% |
| 36.1 | 3 | 1.7% |
| 36.8 | 3 | 1.7% |
| 36.2 | 3 | 1.7% |
| 37 | 3 | 1.7% |
| 37.4 | 2 | 1.1% |
| Other values (7) | 9 | 5.0% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 35.2 | 1 | 0.6% |
| 35.5 | 1 | 0.6% |
| 35.9 | 2 | 1.1% |
| 36 | 4 | |
| 36.1 | 3 | |
| 36.2 | 3 | |
| 36.3 | 4 | |
| 36.4 | 7 | |
| 36.5 | 5 | |
| 36.6 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 37.7 | 1 | 0.6% |
| 37.4 | 2 | 1.1% |
| 37.1 | 2 | 1.1% |
| 37 | 3 | |
| 36.9 | 1 | 0.6% |
| 36.8 | 3 | |
| 36.7 | 7 | |
| 36.6 | 1 | 0.6% |
| 36.5 | 5 | |
| 36.4 | 7 |
Potassium (mEq/L)
Real number (ℝ)
Serum potassium
| Distinct | 30 |
|---|---|
| Distinct (%) | 16.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.8128492 |
| Minimum | 3.5 |
|---|---|
| Maximum | 6.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 3.5 |
|---|---|
| 5-th percentile | 3.9 |
| Q1 | 4.4 |
| median | 4.8 |
| Q3 | 5.1 |
| 95-th percentile | 5.9 |
| Maximum | 6.6 |
| Range | 3.1 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 0.60670619 |
|---|---|
| Coefficient of variation (CV) | 0.12605967 |
| Kurtosis | 0.32414825 |
| Mean | 4.8128492 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | 0.53010157 |
| Sum | 861.5 |
| Variance | 0.3680924 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 4.7 | 16 | 8.9% |
| 4.9 | 15 | 8.4% |
| 4.8 | 15 | 8.4% |
| 4.3 | 13 | 7.3% |
| 4.4 | 11 | 6.1% |
| 5.1 | 10 | 5.6% |
| 4.6 | 10 | 5.6% |
| 5 | 9 | 5.0% |
| 5.2 | 9 | 5.0% |
| 4.1 | 8 | 4.5% |
| Other values (20) | 63 |
| Value | Count | Frequency (%) |
| 3.5 | 1 | 0.6% |
| 3.6 | 1 | 0.6% |
| 3.7 | 2 | 1.1% |
| 3.8 | 3 | 1.7% |
| 3.9 | 6 | |
| 4 | 2 | 1.1% |
| 4.1 | 8 | |
| 4.2 | 6 | |
| 4.3 | 13 | |
| 4.4 | 11 |
| Value | Count | Frequency (%) |
| 6.6 | 2 | 1.1% |
| 6.4 | 1 | 0.6% |
| 6.3 | 1 | 0.6% |
| 6.2 | 3 | |
| 6.1 | 1 | 0.6% |
| 5.9 | 3 | |
| 5.8 | 2 | 1.1% |
| 5.7 | 5 | |
| 5.6 | 3 | |
| 5.5 | 6 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.5 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 358 | |
| Other Punctuation | 179 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 358 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 537 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 537 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.5 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 179 | |
| . | 179 | |
| 0 | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 358 | |
| Other Punctuation | 179 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 179 | |
| 0 | 179 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 537 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 179 | |
| . | 179 | |
| 0 | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 537 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 179 | |
| . | 179 | |
| 0 | 179 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 179 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.5 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 179 | |
| . | 179 | |
| 0 | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 358 | |
| Other Punctuation | 179 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 179 | |
| 0 | 179 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 537 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 179 | |
| . | 179 | |
| 0 | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 537 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 179 | |
| . | 179 | |
| 0 | 179 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.188184 |
| Minimum | 7.098 |
|---|---|
| Maximum | 21.626 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 7.098 |
|---|---|
| 5-th percentile | 7.098 |
| Q1 | 7.098 |
| median | 13.599 |
| Q3 | 19.07 |
| 95-th percentile | 21.626 |
| Maximum | 21.626 |
| Range | 14.528 |
| Interquartile range (IQR) | 11.972 |
Descriptive statistics
| Standard deviation | 5.4715296 |
|---|---|
| Coefficient of variation (CV) | 0.38563987 |
| Kurtosis | -1.5230969 |
| Mean | 14.188184 |
| Median Absolute Deviation (MAD) | 5.471 |
| Skewness | -0.083238863 |
| Sum | 2539.685 |
| Variance | 29.937636 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 7.098 | 50 | |
| 11.381 | 31 | |
| 21.626 | 29 | |
| 19.07 | 15 | 8.4% |
| 18.285 | 12 | 6.7% |
| 16.653 | 12 | 6.7% |
| 13.599 | 10 | 5.6% |
| 17.666 | 9 | 5.0% |
| 18.352 | 5 | 2.8% |
| 19.331 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 7.098 | 50 | |
| 11.381 | 31 | |
| 13.599 | 10 | 5.6% |
| 16.115 | 1 | 0.6% |
| 16.653 | 12 | 6.7% |
| 17.666 | 9 | 5.0% |
| 18.285 | 12 | 6.7% |
| 18.352 | 5 | 2.8% |
| 19.07 | 15 | 8.4% |
| 19.331 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 21.626 | 29 | |
| 19.331 | 5 | 2.8% |
| 19.07 | 15 | |
| 18.352 | 5 | 2.8% |
| 18.285 | 12 | 6.7% |
| 17.666 | 9 | 5.0% |
| 16.653 | 12 | 6.7% |
| 16.115 | 1 | 0.6% |
| 13.599 | 10 | 5.6% |
| 11.381 | 31 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.255441 |
| Minimum | 13.147 |
|---|---|
| Maximum | 26.902 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 13.147 |
|---|---|
| 5-th percentile | 13.147 |
| Q1 | 13.147 |
| median | 19.978 |
| Q3 | 25.656 |
| 95-th percentile | 26.902 |
| Maximum | 26.902 |
| Range | 13.755 |
| Interquartile range (IQR) | 12.509 |
Descriptive statistics
| Standard deviation | 5.2852604 |
|---|---|
| Coefficient of variation (CV) | 0.2609304 |
| Kurtosis | -1.4871955 |
| Mean | 20.255441 |
| Median Absolute Deviation (MAD) | 5.678 |
| Skewness | -0.18123378 |
| Sum | 3625.724 |
| Variance | 27.933978 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 13.147 | 50 | |
| 18.2 | 31 | |
| 26.902 | 29 | |
| 24.36 | 15 | 8.4% |
| 25.656 | 12 | 6.7% |
| 21.607 | 12 | 6.7% |
| 19.978 | 10 | 5.6% |
| 25.931 | 9 | 5.0% |
| 23.421 | 5 | 2.8% |
| 23.889 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 13.147 | 50 | |
| 18.2 | 31 | |
| 19.978 | 10 | 5.6% |
| 21.607 | 12 | 6.7% |
| 21.751 | 1 | 0.6% |
| 23.421 | 5 | 2.8% |
| 23.889 | 5 | 2.8% |
| 24.36 | 15 | 8.4% |
| 25.656 | 12 | 6.7% |
| 25.931 | 9 | 5.0% |
| Value | Count | Frequency (%) |
| 26.902 | 29 | |
| 25.931 | 9 | 5.0% |
| 25.656 | 12 | 6.7% |
| 24.36 | 15 | |
| 23.889 | 5 | 2.8% |
| 23.421 | 5 | 2.8% |
| 21.751 | 1 | 0.6% |
| 21.607 | 12 | 6.7% |
| 19.978 | 10 | 5.6% |
| 18.2 | 31 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.2291899 |
| Minimum | 1.468 |
|---|---|
| Maximum | 16.62 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 1.468 |
|---|---|
| 5-th percentile | 1.468 |
| Q1 | 1.468 |
| median | 7.473 |
| Q3 | 14.512 |
| 95-th percentile | 16.62 |
| Maximum | 16.62 |
| Range | 15.152 |
| Interquartile range (IQR) | 13.044 |
Descriptive statistics
| Standard deviation | 5.6820579 |
|---|---|
| Coefficient of variation (CV) | 0.69047597 |
| Kurtosis | -1.4289073 |
| Mean | 8.2291899 |
| Median Absolute Deviation (MAD) | 6.005 |
| Skewness | 0.21403409 |
| Sum | 1473.025 |
| Variance | 32.285782 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 1.468 | 50 | |
| 4.964 | 31 | |
| 16.62 | 29 | |
| 14.512 | 15 | 8.4% |
| 10.038 | 12 | 6.7% |
| 10.952 | 12 | 6.7% |
| 7.473 | 10 | 5.6% |
| 7.646 | 9 | 5.0% |
| 12.697 | 5 | 2.8% |
| 15.383 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 1.468 | 50 | |
| 4.964 | 31 | |
| 7.473 | 10 | 5.6% |
| 7.646 | 9 | 5.0% |
| 10.038 | 12 | 6.7% |
| 10.257 | 1 | 0.6% |
| 10.952 | 12 | 6.7% |
| 12.697 | 5 | 2.8% |
| 14.512 | 15 | 8.4% |
| 15.383 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 16.62 | 29 | |
| 15.383 | 5 | 2.8% |
| 14.512 | 15 | |
| 12.697 | 5 | 2.8% |
| 10.952 | 12 | 6.7% |
| 10.257 | 1 | 0.6% |
| 10.038 | 12 | 6.7% |
| 7.646 | 9 | 5.0% |
| 7.473 | 10 | 5.6% |
| 4.964 | 31 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.0242346 |
| Minimum | 2.534 |
|---|---|
| Maximum | 9.255 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 2.534 |
|---|---|
| 5-th percentile | 2.534 |
| Q1 | 2.534 |
| median | 5.544 |
| Q3 | 6.554 |
| 95-th percentile | 7.4253 |
| Maximum | 9.255 |
| Range | 6.721 |
| Interquartile range (IQR) | 4.02 |
Descriptive statistics
| Standard deviation | 2.0897289 |
|---|---|
| Coefficient of variation (CV) | 0.4159298 |
| Kurtosis | -1.1912532 |
| Mean | 5.0242346 |
| Median Absolute Deviation (MAD) | 1.678 |
| Skewness | 0.067239824 |
| Sum | 899.338 |
| Variance | 4.3669669 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 2.534 | 50 | |
| 7.222 | 31 | |
| 6.047 | 29 | |
| 5.544 | 15 | 8.4% |
| 6.554 | 12 | 6.7% |
| 2.665 | 12 | 6.7% |
| 5.458 | 10 | 5.6% |
| 9.255 | 9 | 5.0% |
| 2.893 | 5 | 2.8% |
| 4.345 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 2.534 | 50 | |
| 2.665 | 12 | 6.7% |
| 2.893 | 5 | 2.8% |
| 4.345 | 5 | 2.8% |
| 5.458 | 10 | 5.6% |
| 5.54 | 1 | 0.6% |
| 5.544 | 15 | 8.4% |
| 6.047 | 29 | |
| 6.554 | 12 | 6.7% |
| 7.222 | 31 |
| Value | Count | Frequency (%) |
| 9.255 | 9 | 5.0% |
| 7.222 | 31 | |
| 6.554 | 12 | 6.7% |
| 6.047 | 29 | |
| 5.544 | 15 | |
| 5.54 | 1 | 0.6% |
| 5.458 | 10 | 5.6% |
| 4.345 | 5 | 2.8% |
| 2.893 | 5 | 2.8% |
| 2.665 | 12 | 6.7% |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.5 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 358 | |
| Other Punctuation | 179 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 358 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 537 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 537 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.5 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 358 | |
| Other Punctuation | 179 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 358 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 537 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 537 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.58362 |
| Minimum | 7.393 |
|---|---|
| Maximum | 22.548 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 7.393 |
|---|---|
| 5-th percentile | 7.393 |
| Q1 | 7.393 |
| median | 16.134 |
| Q3 | 20.129 |
| 95-th percentile | 20.5932 |
| Maximum | 22.548 |
| Range | 15.155 |
| Interquartile range (IQR) | 12.736 |
Descriptive statistics
| Standard deviation | 5.5039646 |
|---|---|
| Coefficient of variation (CV) | 0.37740729 |
| Kurtosis | -1.6187301 |
| Mean | 14.58362 |
| Median Absolute Deviation (MAD) | 4.811 |
| Skewness | -0.17802262 |
| Sum | 2610.468 |
| Variance | 30.293626 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 7.393 | 50 | |
| 11.323 | 31 | |
| 20.129 | 29 | |
| 20.376 | 15 | 8.4% |
| 19.343 | 12 | 6.7% |
| 18.078 | 12 | 6.7% |
| 16.134 | 10 | 5.6% |
| 22.548 | 9 | 5.0% |
| 17.424 | 5 | 2.8% |
| 16.357 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 7.393 | 50 | |
| 11.323 | 31 | |
| 16.134 | 10 | 5.6% |
| 16.357 | 5 | 2.8% |
| 17.424 | 5 | 2.8% |
| 18.078 | 12 | 6.7% |
| 18.195 | 1 | 0.6% |
| 19.343 | 12 | 6.7% |
| 20.129 | 29 | |
| 20.376 | 15 | 8.4% |
| Value | Count | Frequency (%) |
| 22.548 | 9 | 5.0% |
| 20.376 | 15 | |
| 20.129 | 29 | |
| 19.343 | 12 | 6.7% |
| 18.195 | 1 | 0.6% |
| 18.078 | 12 | 6.7% |
| 17.424 | 5 | 2.8% |
| 16.357 | 5 | 2.8% |
| 16.134 | 10 | 5.6% |
| 11.323 | 31 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.0 KiB |
| Winter | |
|---|---|
| Summer | |
| Spring | |
| Autumn |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Spring |
|---|---|
| 2nd row | Spring |
| 3rd row | Spring |
| 4th row | Spring |
| 5th row | Spring |
Common Values
| Value | Count | Frequency (%) |
| Winter | 81 | |
| Summer | 49 | |
| Spring | 26 | 14.5% |
| Autumn | 23 | 12.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| winter | 81 | |
| summer | 49 | |
| spring | 26 | 14.5% |
| autumn | 23 | 12.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 156 | |
| n | 130 | |
| e | 130 | |
| m | 121 | |
| i | 107 | |
| t | 104 | |
| u | 95 | |
| W | 81 | |
| S | 75 | |
| p | 26 | 2.4% |
| Other values (2) | 49 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 895 | |
| Uppercase Letter | 179 | 16.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 156 | |
| n | 130 | |
| e | 130 | |
| m | 121 | |
| i | 107 | |
| t | 104 | |
| u | 95 | |
| p | 26 | 2.9% |
| g | 26 | 2.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| W | 81 | |
| S | 75 | |
| A | 23 | 12.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1074 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 156 | |
| n | 130 | |
| e | 130 | |
| m | 121 | |
| i | 107 | |
| t | 104 | |
| u | 95 | |
| W | 81 | |
| S | 75 | |
| p | 26 | 2.4% |
| Other values (2) | 49 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1074 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 156 | |
| n | 130 | |
| e | 130 | |
| m | 121 | |
| i | 107 | |
| t | 104 | |
| u | 95 | |
| W | 81 | |
| S | 75 | |
| p | 26 | 2.4% |
| Other values (2) | 49 | 4.6% |
Interactions
Correlations
| BMI (kg/m²) | Potassium (mEq/L) | Respiratory rate (breaths/min) | body_temperature_celsius | climate_daily_max_temp | climate_daily_mean_temp | climate_daily_min_temp | climate_heat_stress_index | climate_season | climate_temp_anomaly | heart_rate_bpm | height_m | weight_kg | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BMI (kg/m²) | 1.000 | 0.117 | 0.005 | -0.126 | 0.256 | 0.159 | 0.159 | 0.202 | 0.000 | -0.005 | 0.187 | -0.298 | 0.910 |
| Potassium (mEq/L) | 0.117 | 1.000 | -0.020 | -0.268 | -0.239 | -0.204 | -0.192 | -0.243 | 0.132 | -0.247 | -0.275 | 0.160 | 0.182 |
| Respiratory rate (breaths/min) | 0.005 | -0.020 | 1.000 | 0.327 | 0.072 | 0.318 | 0.318 | -0.151 | 0.169 | -0.300 | -0.020 | -0.014 | 0.008 |
| body_temperature_celsius | -0.126 | -0.268 | 0.327 | 1.000 | 0.310 | 0.337 | 0.337 | 0.111 | 0.218 | -0.140 | 0.294 | -0.097 | -0.142 |
| climate_daily_max_temp | 0.256 | -0.239 | 0.072 | 0.310 | 1.000 | 0.970 | 0.945 | 0.940 | 0.831 | 0.584 | -0.125 | -0.199 | 0.208 |
| climate_daily_mean_temp | 0.159 | -0.204 | 0.318 | 0.337 | 0.970 | 1.000 | 0.990 | 0.907 | 0.991 | 0.491 | -0.088 | 0.055 | 0.219 |
| climate_daily_min_temp | 0.159 | -0.192 | 0.318 | 0.337 | 0.945 | 0.990 | 1.000 | 0.886 | 0.973 | 0.436 | -0.088 | 0.055 | 0.219 |
| climate_heat_stress_index | 0.202 | -0.243 | -0.151 | 0.111 | 0.940 | 0.907 | 0.886 | 1.000 | 0.859 | 0.578 | -0.098 | -0.279 | 0.098 |
| climate_season | 0.000 | 0.132 | 0.169 | 0.218 | 0.831 | 0.991 | 0.973 | 0.859 | 1.000 | 0.650 | 0.000 | 0.080 | 0.302 |
| climate_temp_anomaly | -0.005 | -0.247 | -0.300 | -0.140 | 0.584 | 0.491 | 0.436 | 0.578 | 0.650 | 1.000 | 0.020 | -0.204 | -0.105 |
| heart_rate_bpm | 0.187 | -0.275 | -0.020 | 0.294 | -0.125 | -0.088 | -0.088 | -0.098 | 0.000 | 0.020 | 1.000 | -0.140 | 0.123 |
| height_m | -0.298 | 0.160 | -0.014 | -0.097 | -0.199 | 0.055 | 0.055 | -0.279 | 0.080 | -0.204 | -0.140 | 1.000 | 0.091 |
| weight_kg | 0.910 | 0.182 | 0.008 | -0.142 | 0.208 | 0.219 | 0.219 | 0.098 | 0.302 | -0.105 | 0.123 | 0.091 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| study_source | primary_date | BMI (kg/m²) | weight_kg | height_m | heart_rate_bpm | Respiratory rate (breaths/min) | body_temperature_celsius | Potassium (mEq/L) | cd4_correction_applied | final_comprehensive_fix_applied | waist_circ_unit_correction_applied | sa_biomarker_standards | climate_daily_mean_temp | climate_daily_max_temp | climate_daily_min_temp | climate_temp_anomaly | climate_heat_day_p90 | climate_heat_day_p95 | climate_heat_stress_index | climate_season | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1983 | JHB_EZIN_025 | 2020-10-15 | 18.577037 | 58.2 | 1.77 | 83.0 | 20.0 | 36.5 | 3.5 | 0.0 | 1.0 | False | 1.0 | 18.285 | 25.656 | 10.038 | 6.554 | 0.0 | 0.0 | 19.343 | Spring |
| 1984 | JHB_EZIN_025 | 2020-10-28 | 20.822066 | 61.6 | 1.72 | 72.0 | 22.0 | 36.1 | 4.6 | 0.0 | 1.0 | False | 1.0 | 18.285 | 25.656 | 10.038 | 6.554 | 0.0 | 0.0 | 19.343 | Spring |
| 1985 | JHB_EZIN_025 | 2020-10-29 | 22.308150 | 60.0 | 1.64 | 84.0 | 19.0 | 36.3 | 4.9 | 0.0 | 1.0 | False | 1.0 | 18.285 | 25.656 | 10.038 | 6.554 | 0.0 | 0.0 | 19.343 | Spring |
| 1986 | JHB_EZIN_025 | 2020-11-04 | 19.829482 | 51.4 | 1.61 | 74.0 | 19.0 | 36.7 | 4.3 | 0.0 | 1.0 | False | 1.0 | 18.352 | 23.421 | 12.697 | 2.893 | 0.0 | 0.0 | 17.424 | Spring |
| 1987 | JHB_EZIN_025 | 2020-11-05 | 25.307622 | 68.9 | 1.65 | 105.0 | 20.0 | 37.1 | 4.7 | 0.0 | 1.0 | False | 1.0 | 18.352 | 23.421 | 12.697 | 2.893 | 0.0 | 0.0 | 17.424 | Spring |
| 1988 | JHB_EZIN_025 | 2020-12-09 | 32.841490 | 112.4 | 1.85 | 96.0 | 18.0 | 36.3 | 4.9 | 0.0 | 1.0 | False | 1.0 | 19.331 | 23.889 | 15.383 | 4.345 | 0.0 | 0.0 | 16.357 | Summer |
| 1989 | JHB_EZIN_025 | 2020-12-11 | 17.506390 | 50.0 | 1.69 | 64.0 | 19.0 | 37.0 | 4.4 | 0.0 | 1.0 | False | 1.0 | 19.331 | 23.889 | 15.383 | 4.345 | 0.0 | 0.0 | 16.357 | Summer |
| 1990 | JHB_EZIN_025 | 2020-12-15 | 31.313449 | 109.5 | 1.87 | 50.0 | 18.0 | 36.2 | 4.9 | 0.0 | 1.0 | False | 1.0 | 19.331 | 23.889 | 15.383 | 4.345 | 0.0 | 0.0 | 16.357 | Summer |
| 1991 | JHB_EZIN_025 | 2021-01-05 | 31.633715 | 76.0 | 1.55 | 80.0 | 19.0 | 36.4 | 4.4 | 0.0 | 1.0 | False | 1.0 | 21.626 | 26.902 | 16.620 | 6.047 | 0.0 | 0.0 | 20.129 | Summer |
| 1992 | JHB_EZIN_025 | 2021-01-05 | 39.101562 | 100.1 | 1.60 | 70.0 | 20.0 | 36.3 | 4.1 | 0.0 | 1.0 | False | 1.0 | 21.626 | 26.902 | 16.620 | 6.047 | 0.0 | 0.0 | 20.129 | Summer |
| study_source | primary_date | BMI (kg/m²) | weight_kg | height_m | heart_rate_bpm | Respiratory rate (breaths/min) | body_temperature_celsius | Potassium (mEq/L) | cd4_correction_applied | final_comprehensive_fix_applied | waist_circ_unit_correction_applied | sa_biomarker_standards | climate_daily_mean_temp | climate_daily_max_temp | climate_daily_min_temp | climate_temp_anomaly | climate_heat_day_p90 | climate_heat_day_p95 | climate_heat_stress_index | climate_season | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2152 | JHB_EZIN_025 | 2021-06-15 | NaN | NaN | NaN | NaN | NaN | NaN | 4.2 | 0.0 | 1.0 | False | 1.0 | 7.098 | 13.147 | 1.468 | 2.534 | 0.0 | 0.0 | 7.393 | Winter |
| 2153 | JHB_EZIN_025 | 2021-06-16 | NaN | NaN | NaN | NaN | NaN | NaN | 5.1 | 0.0 | 1.0 | False | 1.0 | 7.098 | 13.147 | 1.468 | 2.534 | 0.0 | 0.0 | 7.393 | Winter |
| 2154 | JHB_EZIN_025 | 2021-07-01 | NaN | NaN | NaN | NaN | NaN | NaN | 4.7 | 0.0 | 1.0 | False | 1.0 | 11.381 | 18.200 | 4.964 | 7.222 | 0.0 | 0.0 | 11.323 | Winter |
| 2155 | JHB_EZIN_025 | 2021-07-01 | NaN | NaN | NaN | NaN | NaN | NaN | 3.8 | 0.0 | 1.0 | False | 1.0 | 11.381 | 18.200 | 4.964 | 7.222 | 0.0 | 0.0 | 11.323 | Winter |
| 2156 | JHB_EZIN_025 | 2021-05-13 | NaN | NaN | NaN | NaN | NaN | NaN | 5.6 | 0.0 | 1.0 | False | 1.0 | 13.599 | 19.978 | 7.473 | 5.458 | 0.0 | 0.0 | 16.134 | Autumn |
| 2157 | JHB_EZIN_025 | 2021-05-20 | NaN | NaN | NaN | NaN | NaN | NaN | 4.3 | 0.0 | 1.0 | False | 1.0 | 13.599 | 19.978 | 7.473 | 5.458 | 0.0 | 0.0 | 16.134 | Autumn |
| 2158 | JHB_EZIN_025 | 2021-05-27 | NaN | NaN | NaN | NaN | NaN | NaN | 4.7 | 0.0 | 1.0 | False | 1.0 | 13.599 | 19.978 | 7.473 | 5.458 | 0.0 | 0.0 | 16.134 | Autumn |
| 2159 | JHB_EZIN_025 | 2021-06-08 | NaN | NaN | NaN | NaN | NaN | NaN | 5.7 | 0.0 | 1.0 | False | 1.0 | 7.098 | 13.147 | 1.468 | 2.534 | 0.0 | 0.0 | 7.393 | Winter |
| 2160 | JHB_EZIN_025 | 2021-06-08 | NaN | NaN | NaN | NaN | NaN | NaN | 5.4 | 0.0 | 1.0 | False | 1.0 | 7.098 | 13.147 | 1.468 | 2.534 | 0.0 | 0.0 | 7.393 | Winter |
| 2161 | JHB_EZIN_025 | 2021-06-08 | NaN | NaN | NaN | NaN | NaN | NaN | 4.9 | 0.0 | 1.0 | False | 1.0 | 7.098 | 13.147 | 1.468 | 2.534 | 0.0 | 0.0 | 7.393 | Winter |
Duplicate rows
Most frequently occurring
| study_source | primary_date | BMI (kg/m²) | weight_kg | height_m | heart_rate_bpm | Respiratory rate (breaths/min) | body_temperature_celsius | Potassium (mEq/L) | cd4_correction_applied | final_comprehensive_fix_applied | waist_circ_unit_correction_applied | sa_biomarker_standards | climate_daily_mean_temp | climate_daily_max_temp | climate_daily_min_temp | climate_temp_anomaly | climate_heat_day_p90 | climate_heat_day_p95 | climate_heat_stress_index | climate_season | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | JHB_EZIN_025 | 2021-06-16 | NaN | NaN | NaN | NaN | NaN | NaN | 5.1 | 0.0 | 1.0 | False | 1.0 | 7.098 | 13.147 | 1.468 | 2.534 | 0.0 | 0.0 | 7.393 | Winter | 3 |
| 0 | JHB_EZIN_025 | 2021-02-09 | NaN | NaN | NaN | NaN | NaN | NaN | 4.1 | 0.0 | 1.0 | False | 1.0 | 19.070 | 24.360 | 14.512 | 5.544 | 0.0 | 0.0 | 20.376 | Summer | 2 |
| 1 | JHB_EZIN_025 | 2021-02-16 | NaN | NaN | NaN | NaN | NaN | NaN | 4.4 | 0.0 | 1.0 | False | 1.0 | 19.070 | 24.360 | 14.512 | 5.544 | 0.0 | 0.0 | 20.376 | Summer | 2 |
| 2 | JHB_EZIN_025 | 2021-02-25 | NaN | NaN | NaN | NaN | NaN | NaN | 5.0 | 0.0 | 1.0 | False | 1.0 | 19.070 | 24.360 | 14.512 | 5.544 | 0.0 | 0.0 | 20.376 | Summer | 2 |
| 3 | JHB_EZIN_025 | 2021-05-29 | NaN | NaN | NaN | NaN | NaN | NaN | 4.8 | 0.0 | 1.0 | False | 1.0 | 13.599 | 19.978 | 7.473 | 5.458 | 0.0 | 0.0 | 16.134 | Autumn | 2 |
| 5 | JHB_EZIN_025 | 2021-06-22 | NaN | NaN | NaN | NaN | NaN | NaN | 5.9 | 0.0 | 1.0 | False | 1.0 | 7.098 | 13.147 | 1.468 | 2.534 | 0.0 | 0.0 | 7.393 | Winter | 2 |
| 6 | JHB_EZIN_025 | 2021-06-23 | NaN | NaN | NaN | NaN | NaN | NaN | 4.8 | 0.0 | 1.0 | False | 1.0 | 7.098 | 13.147 | 1.468 | 2.534 | 0.0 | 0.0 | 7.393 | Winter | 2 |
| 7 | JHB_EZIN_025 | 2021-06-24 | NaN | NaN | NaN | NaN | NaN | NaN | 4.9 | 0.0 | 1.0 | False | 1.0 | 7.098 | 13.147 | 1.468 | 2.534 | 0.0 | 0.0 | 7.393 | Winter | 2 |
| 8 | JHB_EZIN_025 | 2021-06-29 | NaN | NaN | NaN | NaN | NaN | NaN | 5.5 | 0.0 | 1.0 | False | 1.0 | 7.098 | 13.147 | 1.468 | 2.534 | 0.0 | 0.0 | 7.393 | Winter | 2 |
| 9 | JHB_EZIN_025 | 2021-07-01 | NaN | NaN | NaN | NaN | NaN | NaN | 5.2 | 0.0 | 1.0 | False | 1.0 | 11.381 | 18.200 | 4.964 | 7.222 | 0.0 | 0.0 | 11.323 | Winter | 2 |